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SOTA
Atari Games
Atari Games On Atari 2600 Demon Attack
Atari Games On Atari 2600 Demon Attack
Métriques
Score
Résultats
Résultats de performance de divers modèles sur ce benchmark
Columns
Nom du modèle
Score
Paper Title
Repository
MuZero (Res2 Adam)
143838.04
Online and Offline Reinforcement Learning by Planning with a Learned Model
Gorila
14880.1
Massively Parallel Methods for Deep Reinforcement Learning
A3C FF (1 day) hs
84997.5
Asynchronous Methods for Deep Reinforcement Learning
ES FF (1 hour) noop
1166.5
Evolution Strategies as a Scalable Alternative to Reinforcement Learning
Agent57
143161.44
Agent57: Outperforming the Atari Human Benchmark
Prior+Duel noop
72878.6
Dueling Network Architectures for Deep Reinforcement Learning
Reactor 500M
115154.0
The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning
-
Prior noop
71846.4
Prioritized Experience Replay
GDI-H3
787985
Generalized Data Distribution Iteration
-
UCT
28158.8
The Arcade Learning Environment: An Evaluation Platform for General Agents
A3C LSTM hs
115201.9
Asynchronous Methods for Deep Reinforcement Learning
DNA
97909
DNA: Proximal Policy Optimization with a Dual Network Architecture
SARSA
0.0
-
-
Bootstrapped DQN
82610
Deep Exploration via Bootstrapped DQN
Duel noop
60813.3
Dueling Network Architectures for Deep Reinforcement Learning
DQN hs
12550.7
Deep Reinforcement Learning with Double Q-learning
Persistent AL
70908.17
Increasing the Action Gap: New Operators for Reinforcement Learning
Best Learner
520.5
The Arcade Learning Environment: An Evaluation Platform for General Agents
A2C + SIL
10140.5
Self-Imitation Learning
MuZero
143964.26
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
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